The forecast recomputes continuously from your real cross-channel sales, so its accuracy tracks how representative recent velocity is of what comes next, steady sellers project tightly, spiky ones carry wider error. That is a property of demand, not of math, and the honest response to high variance is buffer, not false precision.
How to reason about forecast error like an operator: demand forecasting for small sellers.